e.g. mhealth
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Skip search results from other journals and go to results- 21 JMIR Formative Research
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Due to limited treatments, research has focused on early detection, with biomarkers and clinical scores like the Lung Injury Prediction Score and Early Acute Lung Injury Score [36]. However, the Lung Injury Prediction Score has a low positive predictive value, and Early Acute Lung Injury Score increases clinical workload without sufficient clinical evidence [37-39].
J Med Internet Res 2025;27:e66615
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Early detection of relapse correlates with survival. In most cases, relapse is detected by the appearance of symptoms, clinical signs, or biological abnormalities [2-4]. Repeated surveillance computed tomography (CT) detects asymptomatic recurrence in only 1.7% of patients and increases the risk of secondary cancers because of radiation overexposure [5-8]. Circulating tumor DNA monitoring may be used to detect early recurrence before the onset of symptoms; however, this method has not been validated [9].
JMIR Cancer 2025;11:e65960
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Early detection of changes in vital signs typically correlates with faster identification of changes in the patient’s health status and the escalation of care if necessary [8]. Alterations in vital signs preceding clinical deterioration are well documented, and the early identification of preventable outcomes is crucial for timely intervention [8]. Logically, the more frequently vital signs are measured, the quicker clinical deterioration can be detected.
JMIR Res Protoc 2025;14:e65229
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In addition, studies often investigate the detection of texts written by chatbots using automatic tools or even detectors specifically designed for this purpose [18,25,27-30]. The detection rate of these detectors is often higher than that of human reviewers, but the accuracy can vary greatly depending on the text genre and the classifier used [14,31]. Moreover, linguistic features appear to be the most important subset of features influencing the performance of feature-based classifiers [2,5].
JMIR Med Educ 2025;11:e62779
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Therefore, early detection is fundamental to improving the patient outcome by promptly starting treatment. However, sepsis, especially in the early stage, may be characterized by nonspecific signs and symptoms, mainly when diagnosis of infection is still uncertain.
J Med Internet Res 2025;27:e55492
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Reference 7: Detection of atrial fibrillation in a large population using wearable devices: the fitbit Reference 10: Passive detection of atrial fibrillation using a commercially available smartwatch Reference 11: Accuracy and usability of a novel algorithm for detection of irregular pulse using a smartwatch Reference 18: Wearable sensor-based detection of influenza in presymptomatic and asymptomatic individualsdetection
JMIR Form Res 2025;9:e53645
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Despite the clear benefits of early detection and screening for reducing mortality rates, many individuals remain unaware of the importance of regular screenings and the risk factors associated with CRC [3-5]. March is designated as Colorectal Cancer Awareness Month, a period dedicated to increasing public knowledge about CRC, promoting early detection and screening, and ultimately reducing the incidence and mortality of this disease [6].
JMIR Form Res 2025;9:e63344
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The fields of health care and medical diagnostics have witnessed a significant shift toward noninvasive and accessible methods for early detection, assessment, and monitoring of medical conditions. This shift has been driven by technological advancements and growing research interest in digital health solutions [1]. Among these, speech analysis has emerged as a promising avenue, with studies identifying speech as a potential biosignature for a variety of neurodegenerative conditions [2,3].
JMIR Neurotech 2025;4:e64624
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Harnessing Internet Search Data as a Potential Tool for Medical Diagnosis: Literature Review
The table underscores the potential for leveraging search data across various medical domains to enhance diagnostic capabilities and early detection efforts.
A total of 16 interviews were conducted with participants from academic institutions (n=8, 50%), private-sector companies (n=5, 31%), and nonprofit organizations (n=3, 19%).
JMIR Ment Health 2025;12:e63149
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Even if patients prefer to wear sensors solely at the wrist, such as a stopwatch, or conceal them beneath clothing at the ankle or on a belt (lower back), as demonstrated by O’Day et al [15], the placement of sensors on multiple body parts could enhance the robustness of Fo G detection across various walking tasks and different Fo G subtypes.
JMIR Res Protoc 2025;14:e58612
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